{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Time-lagged conversion rates and cure models\n",
    "\n",
    "Suppose in our population we have a subpopulation that will never experience the event of interest. Or, for some subjects the event will occur so far in the future that it's essentially at time infinity. The survival function should not asymptically approach zero, but _some positive value_. Models that describe this are sometimes called cure models or time-lagged conversion models. \n",
    "\n",
    "There's a serious fault in using parametric models for these types of problems that non-parametric models don't have. The most common parametric models like Weibull, Log-Normal, etc. all have strictly increasing cumulative hazard functions, which means the corresponding survival function will always converge to 0. \n",
    "\n",
    "Let's look at an example of this problem. Below I generated some data that has individuals who _will not experience the event_, not matter how long we wait."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "import autograd.numpy as np\n",
    "from autograd.scipy.special import expit, logit\n",
    "import pandas as pd\n",
    "plt.style.use('bmh')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 200\n",
    "U = np.random.rand(N)\n",
    "T = -(logit(-np.log(U) / 0.5) - np.random.exponential(2, N) - 6.00) / 0.50\n",
    "\n",
    "E = ~np.isnan(T)\n",
    "T[np.isnan(T)] = 50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 264,
       "width": 486
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from lifelines import KaplanMeierFitter\n",
    "kmf = KaplanMeierFitter().fit(T, E)\n",
    "kmf.plot(figsize=(8,4))\n",
    "plt.ylim(0, 1);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It should be clear that there is an asymptote at around 0.6. The non-parametric model will always show this. If this is true, then the cumulative hazard function should have a horizontal asymptote as well. Let's use the Nelson-Aalen model to see this. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11bd40d30>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 260,
       "width": 486
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from lifelines import NelsonAalenFitter\n",
    "\n",
    "naf = NelsonAalenFitter().fit(T, E)\n",
    "naf.plot(figsize=(8,4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_However_, when we try a parametric model, we will see that it won't extrapolate very well. Let's use the flexible two parameter LogLogisticFitter model. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11c221f28>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 369,
       "width": 601
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from lifelines import LogLogisticFitter\n",
    "\n",
    "fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(10, 6))\n",
    "\n",
    "t = np.linspace(0, 40)\n",
    "llf = LogLogisticFitter().fit(T, E, timeline=t)\n",
    "\n",
    "\n",
    "llf.plot_survival_function(ax=ax[0][0])\n",
    "kmf.plot(ax=ax[0][0])\n",
    "\n",
    "llf.plot_cumulative_hazard(ax=ax[0][1])\n",
    "naf.plot(ax=ax[0][1])\n",
    "\n",
    "t = np.linspace(0, 100)\n",
    "llf = LogLogisticFitter().fit(T, E, timeline=t)\n",
    "\n",
    "llf.plot_survival_function(ax=ax[1][0])\n",
    "kmf.plot(ax=ax[1][0])\n",
    "\n",
    "llf.plot_cumulative_hazard(ax=ax[1][1])\n",
    "naf.plot(ax=ax[1][1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The LogLogistic model does a quite terrible job of capturing the not only the asymptotes, but also the intermediate values as well. If we extended the survival function out further, we would see that it eventually nears 0. \n",
    "\n",
    "### Custom parametric models to handle asymptotes\n",
    "\n",
    "Focusing on modeling the cumulative hazard function, what we would like is a function that increases up to a limit and then tapers off to an asymptote. We can think long and hard about these (I did), but there's a family of functions that have this property that we are very familiar with: cumulative distribution functions! By their nature, they will asympotically approach 1. And, they are readily available in the SciPy and autograd libraries. So our new model of the cumulative hazard function is:\n",
    "\n",
    "$$H(t; c, \\theta) = c F(t; \\theta)$$\n",
    "\n",
    "where $c$ is the (unknown) horizontal asymptote, and $\\theta$ is a vector of (unknown) parameters for the CDF, $F$. \n",
    "\n",
    "We can create a custom cumulative hazard model using `ParametericUnivariateFitter` (for a tutorial on how to create custom models, see [this here](Piecewise Exponential Models and Creating Custom Models.ipynb)). Let's choose the Normal CDF for our model. \n",
    "\n",
    "Remember we **must** use the imports from `autograd` for this, i.e. `from autograd.scipy.stats import norm`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from autograd.scipy.stats import norm\n",
    "from lifelines.fitters import ParametericUnivariateFitter\n",
    "\n",
    "\n",
    "class UpperAsymptoteFitter(ParametericUnivariateFitter):\n",
    "\n",
    "    _fitted_parameter_names = [\"c_\", \"mu_\", \"sigma_\"]\n",
    "\n",
    "    _bounds = ((0, None), (None, None), (0, None))\n",
    "\n",
    "    def _cumulative_hazard(self, params, times):\n",
    "        c, mu, sigma = params\n",
    "        return c * norm.cdf((times - mu) / sigma, loc=0, scale=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<lifelines.UpperAsymptoteFitter: fitted with 200 observations, 118 censored>\n",
      "number of subjects = 200\n",
      "  number of events = 82\n",
      "    log-likelihood = -380.473\n",
      "        hypothesis = c_ != 1, mu_ != 0, sigma_ != 1\n",
      "\n",
      "---\n",
      "         coef  se(coef)  lower 0.95  upper 0.95       p  -log2(p)\n",
      "c_      0.528     0.059       0.413       0.644 <0.0005    49.413\n",
      "mu_    16.678     0.542      15.615      17.740 <0.0005   688.353\n",
      "sigma_  4.833     0.379       4.090       5.575 <0.0005    77.451\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x116a916a0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 244,
       "width": 486
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "uaf = UpperAsymptoteFitter().fit(T, E)\n",
    "uaf.print_summary(3)\n",
    "uaf.plot(figsize=(8,4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We get a lovely asympotical cumulative hazard. The summary table suggests that the best value of $c$ is 0.586. This can be translated into the survival function asymptote by $\\exp(-0.586) \\approx 0.56$.\n",
    "\n",
    "Let's compare this fit to the non-parametric models. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1170913c8>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 369,
       "width": 601
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(10, 6))\n",
    "\n",
    "t = np.linspace(0, 40)\n",
    "uaf = UpperAsymptoteFitter().fit(T, E, timeline=t)\n",
    "\n",
    "uaf.plot_survival_function(ax=ax[0][0])\n",
    "kmf.plot(ax=ax[0][0])\n",
    "\n",
    "uaf.plot_cumulative_hazard(ax=ax[0][1])\n",
    "naf.plot(ax=ax[0][1])\n",
    "\n",
    "t = np.linspace(0, 100)\n",
    "uaf = UpperAsymptoteFitter().fit(T, E, timeline=t)\n",
    "uaf.plot_survival_function(ax=ax[1][0])\n",
    "kmf.survival_function_.plot(ax=ax[1][0])\n",
    "\n",
    "uaf.plot_cumulative_hazard(ax=ax[1][1])\n",
    "naf.plot(ax=ax[1][1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I wasn't expect this good of a fit. But there it is. This was some artificial data, but let's try this technique on some real life data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<lifelines.UpperAsymptoteFitter: fitted with 42 observations, 12 censored>\n",
      "number of subjects = 42\n",
      "  number of events = 30\n",
      "    log-likelihood = -118.601\n",
      "        hypothesis = c_ != 1, mu_ != 0, sigma_ != 1\n",
      "\n",
      "---\n",
      "        coef  se(coef)  lower 0.95  upper 0.95      p  -log2(p)\n",
      "c_      1.63      0.36        0.94        2.33   0.07      3.75\n",
      "mu_    13.44      1.73       10.06       16.82 <0.005     47.07\n",
      "sigma_  7.03      1.07        4.94        9.12 <0.005     25.91\n",
      "---\n",
      "Estimated lower bound: 0.20 (0.10, 0.39)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 260,
       "width": 486
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from lifelines.datasets import load_leukemia, load_kidney_transplant\n",
    "\n",
    "T, E = load_leukemia()['t'], load_leukemia()['status']\n",
    "uaf.fit(T, E)\n",
    "ax = uaf.plot_survival_function(figsize=(8,4))\n",
    "uaf.print_summary()\n",
    "\n",
    "kmf.fit(T, E).plot(ax=ax, ci_show=False)\n",
    "print(\"---\")\n",
    "print(\"Estimated lower bound: {:.2f} ({:.2f}, {:.2f})\".format(\n",
    "        np.exp(-uaf.summary.loc['c_', 'coef']),\n",
    "        np.exp(-uaf.summary.loc['c_', 'upper 0.95']),\n",
    "        np.exp(-uaf.summary.loc['c_', 'lower 0.95']),\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So we might expect that about 20% will not have the even in this population (but make note of the large CI bounds too!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<lifelines.UpperAsymptoteFitter: fitted with 863 observations, 723 censored>\n",
      "number of subjects = 863\n",
      "  number of events = 140\n",
      "    log-likelihood = -1458.882\n",
      "        hypothesis = c_ != 1, mu_ != 0, sigma_ != 1\n",
      "\n",
      "---\n",
      "          coef  se(coef)  lower 0.95  upper 0.95      p  -log2(p)\n",
      "c_        0.29      0.03        0.24        0.35 <0.005    433.79\n",
      "mu_    1139.65    101.52      940.68     1338.62 <0.005     94.73\n",
      "sigma_  872.25     66.23      742.43     1002.06 <0.005    128.87\n",
      "---\n",
      "Estimated lower bound: 0.75 (0.70, 0.79)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 260,
       "width": 486
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Another, less obvious, dataset. \n",
    "\n",
    "T, E = load_kidney_transplant()['time'], load_kidney_transplant()['death']\n",
    "uaf.fit(T, E)\n",
    "ax = uaf.plot_survival_function(figsize=(8,4))\n",
    "uaf.print_summary()\n",
    "\n",
    "kmf.fit(T, E).plot(ax=ax)\n",
    "print(\"---\")\n",
    "print(\"Estimated lower bound: {:.2f} ({:.2f}, {:.2f})\".format(\n",
    "        np.exp(-uaf.summary.loc['c_', 'coef']),\n",
    "        np.exp(-uaf.summary.loc['c_', 'upper 0.95']),\n",
    "        np.exp(-uaf.summary.loc['c_', 'lower 0.95']),\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Using alternative functional forms\n",
    "\n",
    "An even simplier model might look like $c \\left(1 - \\frac{1}{\\lambda t + 1}\\right)$, however this model cannot handle any \"inflection points\" like our artificial dataset has above. However, it works well for this Lung dataset. \n",
    "\n",
    "With all cure models, one important feature is the ability to extrapolate to unforseen times. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from autograd.scipy.stats import norm\n",
    "from lifelines.fitters import ParametericUnivariateFitter\n",
    "\n",
    "class SimpleUpperAsymptoteFitter(ParametericUnivariateFitter):\n",
    "\n",
    "    _fitted_parameter_names = [\"c_\", \"lambda_\"]\n",
    "\n",
    "    _bounds = ((0, None), (0, None))\n",
    "\n",
    "    def _cumulative_hazard(self, params, times):\n",
    "        c, lambda_ = params\n",
    "        return c * (1 -  1 /(lambda_ * times + 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<lifelines.SimpleUpperAsymptoteFitter: fitted with 863 observations, 723 censored>\n",
      "number of subjects = 863\n",
      "  number of events = 140\n",
      "    log-likelihood = -1392.161\n",
      "        hypothesis = c_ != 1, lambda_ != 1\n",
      "\n",
      "---\n",
      "          coef  se(coef)  lower 0.95  upper 0.95      p  -log2(p)\n",
      "c_      0.4252    0.0717      0.2847      0.5658 <5e-05   49.6859\n",
      "lambda_ 0.0006    0.0002      0.0003      0.0009 <5e-05       inf\n",
      "---\n",
      "Estimated lower bound: 0.65 (0.57, 0.75)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 260,
       "width": 502
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Another, less obvious, dataset. \n",
    "\n",
    "saf = SimpleUpperAsymptoteFitter().fit(T, E, timeline=np.arange(1, 10000))\n",
    "ax = saf.plot_survival_function(figsize=(8,4))\n",
    "saf.print_summary(4)\n",
    "\n",
    "kmf.fit(T, E).plot(ax=ax)\n",
    "print(\"---\")\n",
    "print(\"Estimated lower bound: {:.2f} ({:.2f}, {:.2f})\".format(\n",
    "        np.exp(-saf.summary.loc['c_', 'coef']),\n",
    "        np.exp(-saf.summary.loc['c_', 'upper 0.95']),\n",
    "        np.exp(-saf.summary.loc['c_', 'lower 0.95']),\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
